Does anyone see the irony here? Analysis of perspective-aware model predictions in irony detection

Result code in IS VaVaI

<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216208%3A11320%2F23%3A6HVA3Z27" target="_blank" >RIV/00216208:11320/23:6HVA3Z27 - isvavai.cz</a>

Result on the web

<a href="https://iris.unito.it/handle/2318/1945382" target="_blank" >https://iris.unito.it/handle/2318/1945382</a>

DOI - Digital Object Identifier

—

Result language

angličtina

Original language name

Does anyone see the irony here? Analysis of perspective-aware model predictions in irony detection

Original language description

"In the framework of perspectivism, analyzing how people perceive pragmatic phenomena, like irony, is relevant for deeply understanding the different points of view, and for creating more robust perspective-aware models. This paper presents a linguistic analysis of irony perception in 11 perspectivist models. Each model is trained on annotations by crowd-sourcing workers different in gender, age, and nationalities. Due to the sparsity of the dataset, we examine the texts classified as ironic and not-ironic by these perspectivist models, and identify linguistic patterns that all perspectives associate with irony. To our knowledge, we are the first to also provide evidence for the different linguistic patterns perceived as ironic by a specific perspective. For example, models trained on data annotated by American and Australian annotators are more inclined to classify a text as ironic when it includes a negative sentiment, while models trained on data annotated by the youngest annotators are particularly influenced by words related to immoral behaviors. Warning: This paper could contain content that is offensive or upsetting for the reader."

Czech name

—

Czech description

—

Type

D - Article in proceedings

CEP classification

—

OECD FORD branch

10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)

Project

—

Continuities

—

Publication year

2023

Confidentiality

S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Article name in the collection

"CEUR WORKSHOP PROCEEDINGS"

ISBN

—

ISSN

1613-0073

e-ISSN

—

Number of pages

11

Pages from-to

1-11

Publisher name

CEUR-WS

Place of publication

Kraków, Poland

Event location

Kraków, Poland

Event date

Jan 1, 2023

Type of event by nationality

WRD - Celosvětová akce

UT code for WoS article

—